The afternoon sun, usually a welcome visitor, felt like an unwelcome intruder as it streamed into Emily’s cluttered kitchen. The invitation, propped up against the salt shaker, cast a long, shadow that seemed to stretch and distort everything. She scowled at it.

She’d just spent two hours trying to organize her children's toys and was now faced with the prospect of navigating her old high school. The thought made her skin crawl. She glanced at the overflowing laundry basket, then back at the invitation. She slammed a cupboard door shut, the noise punctuating her irritation.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184